{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import gammatone_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 24\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"constant\"\n",
    "\n",
    "# compute the gamma filter banks\n",
    "gamma_filbanks = gammatone_fbanks.gammatone_filter_banks(nfilts=nfilts,\n",
    "                                                     nfft=nfft,\n",
    "                                                     fs=fs,\n",
    "                                                     low_freq=low_freq,\n",
    "                                                     high_freq=high_freq,\n",
    "                                                     scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(gamma_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import gammatone_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 24\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"ascendant\"\n",
    "\n",
    "# compute the gamma filter banks\n",
    "gamma_filbanks = gammatone_fbanks.gammatone_filter_banks(nfilts=nfilts,\n",
    "                                                     nfft=nfft,\n",
    "                                                     fs=fs,\n",
    "                                                     low_freq=low_freq,\n",
    "                                                     high_freq=high_freq,\n",
    "                                                     scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(gamma_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import gammatone_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 24\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"descendant\"\n",
    "\n",
    "# compute the gamma filter banks\n",
    "gamma_filbanks = gammatone_fbanks.gammatone_filter_banks(nfilts=nfilts,\n",
    "                                                     nfft=nfft,\n",
    "                                                     fs=fs,\n",
    "                                                     low_freq=low_freq,\n",
    "                                                     high_freq=high_freq,\n",
    "                                                     scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(gamma_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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